{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from ggplot import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ggplot: (284799493)>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtsAAAIACAYAAABTiaBEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f954e50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(meat, aes(x='date', y='beef')) + \\\n",
    "    geom_point() + \\\n",
    "    geom_line() + \\\n",
    "    scale_x_date(format='%Y')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
